{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "9e0eebeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pandas import DataFrame, Series\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4103d16",
   "metadata": {},
   "source": [
    "## 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "33c626bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "264709ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "base_path = './data/驱虫剂市场/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "243aaaca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "roots: filedir/\n",
      "dirs: ['filedir1', 'filedir2']\n",
      "files: ['file1.txt', 'file2.docx']\n",
      "--------------------------------------------------\n",
      "roots: filedir/filedir1\n",
      "dirs: ['filedir3']\n",
      "files: ['file3.xls', 'file4.bmp']\n",
      "--------------------------------------------------\n",
      "roots: filedir/filedir1\\filedir3\n",
      "dirs: []\n",
      "files: ['file5.zip']\n",
      "--------------------------------------------------\n",
      "roots: filedir/filedir2\n",
      "dirs: []\n",
      "files: ['file4.ppt']\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for root, dirs, files in os.walk('filedir/'): # 深层遍历（递归遍历）\n",
    "    print('roots:', root) # 根目录\n",
    "    print('dirs:', dirs) # 路径\n",
    "    print('files:', files) # 文件\n",
    "    print('-' * 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "a5a82ad9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "roots: filedir/\n",
      "dirs: ['filedir1', 'filedir2']\n",
      "files: ['file1.txt', 'file2.docx']\n",
      "--------------------------------------------------\n",
      "roots: filedir/filedir1\n",
      "dirs: ['filedir3']\n",
      "files: ['file3.xls', 'file4.bmp']\n",
      "--------------------------------------------------\n",
      "roots: filedir/filedir1\\filedir3\n",
      "dirs: []\n",
      "files: ['file5.zip']\n",
      "--------------------------------------------------\n",
      "roots: filedir/filedir2\n",
      "dirs: []\n",
      "files: ['file4.ppt']\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for root, dirs, files in os.walk('filedir/'): # 深层遍历（递归遍历）\n",
    "    print('roots:', root) # 根目录\n",
    "    print('dirs:', dirs) # 路径\n",
    "    print('files:', files) # 文件\n",
    "    print('-' * 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "fe7794e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 合并多个市场的数据\n",
    "def read_order_data(base_path):\n",
    "    file_list = [] # 保存df\n",
    "    columns = [] # 保存列名\n",
    "    for root, dirs, files in os.walk(base_path):\n",
    "        for file_name in files:\n",
    "            if '市场近三年交易额' in file_name:\n",
    "                col_name = file_name.rstrip('市场近三年交易额.xlsx')\n",
    "                file_path = os.path.join(root, file_name)\n",
    "                df = pd.read_excel(file_path)\n",
    "                df.set_index('时间', inplace=True)\n",
    "                df.rename(columns={'交易金额': col_name}, inplace=True)\n",
    "                file_list.append(df)\n",
    "                columns.append(col_name)\n",
    "    return  pd.concat(file_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64a040d8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "bcb7f2af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['file1.txt', 'file2.docx', 'filedir1', 'filedir2']"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.listdir('filedir/') # 浅层遍历"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "84130ecc",
   "metadata": {},
   "outputs": [],
   "source": [
    "order_total = read_order_data(base_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "96d23937",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4), dpi=120)\n",
    "order_total.plot(kind='line')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "c03e89f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 通过月份来查看变化趋势\n",
    "order_total.sum(axis=1).plot(kind='line')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "70bf3fd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 通过年份来查看\n",
    "# 但是缺乏2018年11月和12月的信息，于是需要通过线性回归，拟合出缺失数据\n",
    "# 基于数据的周期性，通过同比来拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "df505f7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "      <th>防霉防蛀片</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>时间</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-01</th>\n",
       "      <td>1.136548e+08</td>\n",
       "      <td>106531.29</td>\n",
       "      <td>4171283.35</td>\n",
       "      <td>315639.48</td>\n",
       "      <td>7.814546e+06</td>\n",
       "      <td>1032414.29</td>\n",
       "      <td>8541153.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>1.440261e+08</td>\n",
       "      <td>105666.63</td>\n",
       "      <td>6784500.17</td>\n",
       "      <td>457366.41</td>\n",
       "      <td>1.065497e+07</td>\n",
       "      <td>1566651.88</td>\n",
       "      <td>8825870.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01</th>\n",
       "      <td>1.540426e+08</td>\n",
       "      <td>201467.03</td>\n",
       "      <td>10709683.41</td>\n",
       "      <td>746513.13</td>\n",
       "      <td>1.783558e+07</td>\n",
       "      <td>2617149.00</td>\n",
       "      <td>6320153.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01</th>\n",
       "      <td>1.480032e+08</td>\n",
       "      <td>438635.29</td>\n",
       "      <td>16589184.89</td>\n",
       "      <td>1871757.00</td>\n",
       "      <td>3.887792e+07</td>\n",
       "      <td>6209040.06</td>\n",
       "      <td>6302595.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-01</th>\n",
       "      <td>1.359438e+08</td>\n",
       "      <td>953749.78</td>\n",
       "      <td>23526385.73</td>\n",
       "      <td>3641025.92</td>\n",
       "      <td>7.649909e+07</td>\n",
       "      <td>12484919.63</td>\n",
       "      <td>7047206.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-01</th>\n",
       "      <td>1.241642e+08</td>\n",
       "      <td>1238967.37</td>\n",
       "      <td>28118581.25</td>\n",
       "      <td>5032466.78</td>\n",
       "      <td>1.050396e+08</td>\n",
       "      <td>15309721.94</td>\n",
       "      <td>7942340.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-01</th>\n",
       "      <td>7.509661e+07</td>\n",
       "      <td>841051.93</td>\n",
       "      <td>16420341.87</td>\n",
       "      <td>3130513.43</td>\n",
       "      <td>6.254165e+07</td>\n",
       "      <td>7954875.07</td>\n",
       "      <td>7031364.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-01</th>\n",
       "      <td>5.918182e+07</td>\n",
       "      <td>475177.48</td>\n",
       "      <td>7900094.91</td>\n",
       "      <td>1198332.81</td>\n",
       "      <td>2.632447e+07</td>\n",
       "      <td>2950648.32</td>\n",
       "      <td>6051561.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-01</th>\n",
       "      <td>2.292138e+07</td>\n",
       "      <td>33232.95</td>\n",
       "      <td>545917.66</td>\n",
       "      <td>75714.46</td>\n",
       "      <td>2.235774e+06</td>\n",
       "      <td>218915.63</td>\n",
       "      <td>1393948.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01</th>\n",
       "      <td>3.653873e+07</td>\n",
       "      <td>54305.20</td>\n",
       "      <td>592663.20</td>\n",
       "      <td>86670.45</td>\n",
       "      <td>1.759451e+06</td>\n",
       "      <td>298146.11</td>\n",
       "      <td>2607776.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>4.292283e+07</td>\n",
       "      <td>71600.17</td>\n",
       "      <td>796930.46</td>\n",
       "      <td>69145.59</td>\n",
       "      <td>2.213103e+06</td>\n",
       "      <td>314120.38</td>\n",
       "      <td>3259747.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-01</th>\n",
       "      <td>5.838217e+07</td>\n",
       "      <td>94993.76</td>\n",
       "      <td>1581530.20</td>\n",
       "      <td>168141.79</td>\n",
       "      <td>4.257594e+06</td>\n",
       "      <td>617094.94</td>\n",
       "      <td>5447184.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-01</th>\n",
       "      <td>8.226882e+07</td>\n",
       "      <td>145925.31</td>\n",
       "      <td>2824785.80</td>\n",
       "      <td>166522.62</td>\n",
       "      <td>4.290843e+06</td>\n",
       "      <td>766588.77</td>\n",
       "      <td>6152868.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>1.010081e+08</td>\n",
       "      <td>242194.37</td>\n",
       "      <td>5581352.42</td>\n",
       "      <td>353042.45</td>\n",
       "      <td>7.833349e+06</td>\n",
       "      <td>1574779.65</td>\n",
       "      <td>5792065.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-01</th>\n",
       "      <td>1.049504e+08</td>\n",
       "      <td>332922.02</td>\n",
       "      <td>7229409.84</td>\n",
       "      <td>544076.63</td>\n",
       "      <td>1.376039e+07</td>\n",
       "      <td>2323304.14</td>\n",
       "      <td>5081714.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-01</th>\n",
       "      <td>1.116729e+08</td>\n",
       "      <td>913425.95</td>\n",
       "      <td>13718046.88</td>\n",
       "      <td>1357778.93</td>\n",
       "      <td>4.257757e+07</td>\n",
       "      <td>6627299.71</td>\n",
       "      <td>6691694.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>1.051463e+08</td>\n",
       "      <td>2045163.59</td>\n",
       "      <td>19635925.59</td>\n",
       "      <td>2639777.66</td>\n",
       "      <td>8.283230e+07</td>\n",
       "      <td>12422420.21</td>\n",
       "      <td>7155138.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-01</th>\n",
       "      <td>9.185035e+07</td>\n",
       "      <td>3606141.82</td>\n",
       "      <td>20275515.85</td>\n",
       "      <td>3185961.75</td>\n",
       "      <td>1.014605e+08</td>\n",
       "      <td>15961946.71</td>\n",
       "      <td>8145781.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-01</th>\n",
       "      <td>5.363586e+07</td>\n",
       "      <td>1285599.49</td>\n",
       "      <td>9197868.29</td>\n",
       "      <td>1554864.42</td>\n",
       "      <td>4.880687e+07</td>\n",
       "      <td>6214963.68</td>\n",
       "      <td>6682161.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>4.078967e+07</td>\n",
       "      <td>390486.57</td>\n",
       "      <td>3397837.60</td>\n",
       "      <td>317206.48</td>\n",
       "      <td>1.488979e+07</td>\n",
       "      <td>1319399.22</td>\n",
       "      <td>3904656.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-01</th>\n",
       "      <td>3.467502e+07</td>\n",
       "      <td>209643.87</td>\n",
       "      <td>1519446.34</td>\n",
       "      <td>148158.07</td>\n",
       "      <td>5.929509e+06</td>\n",
       "      <td>687697.46</td>\n",
       "      <td>2584035.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>2.047156e+07</td>\n",
       "      <td>39434.76</td>\n",
       "      <td>596744.04</td>\n",
       "      <td>48164.63</td>\n",
       "      <td>1.213749e+06</td>\n",
       "      <td>238973.09</td>\n",
       "      <td>1781773.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>3.546668e+07</td>\n",
       "      <td>84350.57</td>\n",
       "      <td>1234900.05</td>\n",
       "      <td>52118.96</td>\n",
       "      <td>1.558634e+06</td>\n",
       "      <td>293737.20</td>\n",
       "      <td>3504367.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-01</th>\n",
       "      <td>4.780625e+07</td>\n",
       "      <td>106291.23</td>\n",
       "      <td>1473418.20</td>\n",
       "      <td>82835.82</td>\n",
       "      <td>2.758827e+06</td>\n",
       "      <td>512990.23</td>\n",
       "      <td>4975519.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-01</th>\n",
       "      <td>6.339722e+07</td>\n",
       "      <td>179015.23</td>\n",
       "      <td>2543813.78</td>\n",
       "      <td>130484.07</td>\n",
       "      <td>3.641803e+06</td>\n",
       "      <td>690912.02</td>\n",
       "      <td>4600717.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>6.864724e+07</td>\n",
       "      <td>210456.69</td>\n",
       "      <td>3092898.02</td>\n",
       "      <td>168724.83</td>\n",
       "      <td>4.632818e+06</td>\n",
       "      <td>930513.91</td>\n",
       "      <td>4642681.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-01</th>\n",
       "      <td>7.610885e+07</td>\n",
       "      <td>316467.14</td>\n",
       "      <td>4389862.79</td>\n",
       "      <td>272553.95</td>\n",
       "      <td>8.956868e+06</td>\n",
       "      <td>1581021.50</td>\n",
       "      <td>4151326.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-01</th>\n",
       "      <td>7.832954e+07</td>\n",
       "      <td>932728.10</td>\n",
       "      <td>7384968.66</td>\n",
       "      <td>761159.35</td>\n",
       "      <td>2.260036e+07</td>\n",
       "      <td>4088320.77</td>\n",
       "      <td>5412185.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>7.693264e+07</td>\n",
       "      <td>2184985.33</td>\n",
       "      <td>10859461.67</td>\n",
       "      <td>1728788.53</td>\n",
       "      <td>4.640197e+07</td>\n",
       "      <td>8004562.69</td>\n",
       "      <td>5694825.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-01</th>\n",
       "      <td>5.812696e+07</td>\n",
       "      <td>2059879.80</td>\n",
       "      <td>9912801.93</td>\n",
       "      <td>1618361.54</td>\n",
       "      <td>4.777690e+07</td>\n",
       "      <td>7474421.97</td>\n",
       "      <td>5469360.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-01</th>\n",
       "      <td>3.762602e+07</td>\n",
       "      <td>1034992.53</td>\n",
       "      <td>4687913.18</td>\n",
       "      <td>758206.81</td>\n",
       "      <td>2.432917e+07</td>\n",
       "      <td>3435257.35</td>\n",
       "      <td>5253619.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>2.952610e+07</td>\n",
       "      <td>352013.31</td>\n",
       "      <td>1204574.20</td>\n",
       "      <td>246106.75</td>\n",
       "      <td>6.656382e+06</td>\n",
       "      <td>746709.07</td>\n",
       "      <td>3481194.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-01</th>\n",
       "      <td>1.500135e+07</td>\n",
       "      <td>96979.48</td>\n",
       "      <td>449199.41</td>\n",
       "      <td>36193.85</td>\n",
       "      <td>6.939075e+05</td>\n",
       "      <td>109108.05</td>\n",
       "      <td>1274810.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01</th>\n",
       "      <td>2.107822e+07</td>\n",
       "      <td>108412.71</td>\n",
       "      <td>619042.01</td>\n",
       "      <td>49670.25</td>\n",
       "      <td>4.828890e+05</td>\n",
       "      <td>113284.71</td>\n",
       "      <td>1562393.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>2.472756e+07</td>\n",
       "      <td>110068.83</td>\n",
       "      <td>818479.56</td>\n",
       "      <td>34076.91</td>\n",
       "      <td>5.832845e+05</td>\n",
       "      <td>134890.48</td>\n",
       "      <td>2333602.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-01</th>\n",
       "      <td>3.303873e+07</td>\n",
       "      <td>185094.22</td>\n",
       "      <td>1197791.27</td>\n",
       "      <td>86889.91</td>\n",
       "      <td>1.579796e+06</td>\n",
       "      <td>325744.43</td>\n",
       "      <td>3364112.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   灭鼠杀虫剂       电蚊香套装     盘香灭蟑香蚊香盘       蚊香加热器           蚊香液  \\\n",
       "时间                                                                            \n",
       "2018-10-01  1.136548e+08   106531.29   4171283.35   315639.48  7.814546e+06   \n",
       "2018-09-01  1.440261e+08   105666.63   6784500.17   457366.41  1.065497e+07   \n",
       "2018-08-01  1.540426e+08   201467.03  10709683.41   746513.13  1.783558e+07   \n",
       "2018-07-01  1.480032e+08   438635.29  16589184.89  1871757.00  3.887792e+07   \n",
       "2018-06-01  1.359438e+08   953749.78  23526385.73  3641025.92  7.649909e+07   \n",
       "2018-05-01  1.241642e+08  1238967.37  28118581.25  5032466.78  1.050396e+08   \n",
       "2018-04-01  7.509661e+07   841051.93  16420341.87  3130513.43  6.254165e+07   \n",
       "2018-03-01  5.918182e+07   475177.48   7900094.91  1198332.81  2.632447e+07   \n",
       "2018-02-01  2.292138e+07    33232.95    545917.66    75714.46  2.235774e+06   \n",
       "2018-01-01  3.653873e+07    54305.20    592663.20    86670.45  1.759451e+06   \n",
       "2017-12-01  4.292283e+07    71600.17    796930.46    69145.59  2.213103e+06   \n",
       "2017-11-01  5.838217e+07    94993.76   1581530.20   168141.79  4.257594e+06   \n",
       "2017-10-01  8.226882e+07   145925.31   2824785.80   166522.62  4.290843e+06   \n",
       "2017-09-01  1.010081e+08   242194.37   5581352.42   353042.45  7.833349e+06   \n",
       "2017-08-01  1.049504e+08   332922.02   7229409.84   544076.63  1.376039e+07   \n",
       "2017-07-01  1.116729e+08   913425.95  13718046.88  1357778.93  4.257757e+07   \n",
       "2017-06-01  1.051463e+08  2045163.59  19635925.59  2639777.66  8.283230e+07   \n",
       "2017-05-01  9.185035e+07  3606141.82  20275515.85  3185961.75  1.014605e+08   \n",
       "2017-04-01  5.363586e+07  1285599.49   9197868.29  1554864.42  4.880687e+07   \n",
       "2017-03-01  4.078967e+07   390486.57   3397837.60   317206.48  1.488979e+07   \n",
       "2017-02-01  3.467502e+07   209643.87   1519446.34   148158.07  5.929509e+06   \n",
       "2017-01-01  2.047156e+07    39434.76    596744.04    48164.63  1.213749e+06   \n",
       "2016-12-01  3.546668e+07    84350.57   1234900.05    52118.96  1.558634e+06   \n",
       "2016-11-01  4.780625e+07   106291.23   1473418.20    82835.82  2.758827e+06   \n",
       "2016-10-01  6.339722e+07   179015.23   2543813.78   130484.07  3.641803e+06   \n",
       "2016-09-01  6.864724e+07   210456.69   3092898.02   168724.83  4.632818e+06   \n",
       "2016-08-01  7.610885e+07   316467.14   4389862.79   272553.95  8.956868e+06   \n",
       "2016-07-01  7.832954e+07   932728.10   7384968.66   761159.35  2.260036e+07   \n",
       "2016-06-01  7.693264e+07  2184985.33  10859461.67  1728788.53  4.640197e+07   \n",
       "2016-05-01  5.812696e+07  2059879.80   9912801.93  1618361.54  4.777690e+07   \n",
       "2016-04-01  3.762602e+07  1034992.53   4687913.18   758206.81  2.432917e+07   \n",
       "2016-03-01  2.952610e+07   352013.31   1204574.20   246106.75  6.656382e+06   \n",
       "2016-02-01  1.500135e+07    96979.48    449199.41    36193.85  6.939075e+05   \n",
       "2016-01-01  2.107822e+07   108412.71    619042.01    49670.25  4.828890e+05   \n",
       "2015-12-01  2.472756e+07   110068.83    818479.56    34076.91  5.832845e+05   \n",
       "2015-11-01  3.303873e+07   185094.22   1197791.27    86889.91  1.579796e+06   \n",
       "\n",
       "                    蚊香片       防霉防蛀片  \n",
       "时间                                   \n",
       "2018-10-01   1032414.29  8541153.59  \n",
       "2018-09-01   1566651.88  8825870.43  \n",
       "2018-08-01   2617149.00  6320153.44  \n",
       "2018-07-01   6209040.06  6302595.06  \n",
       "2018-06-01  12484919.63  7047206.98  \n",
       "2018-05-01  15309721.94  7942340.44  \n",
       "2018-04-01   7954875.07  7031364.60  \n",
       "2018-03-01   2950648.32  6051561.02  \n",
       "2018-02-01    218915.63  1393948.47  \n",
       "2018-01-01    298146.11  2607776.07  \n",
       "2017-12-01    314120.38  3259747.23  \n",
       "2017-11-01    617094.94  5447184.43  \n",
       "2017-10-01    766588.77  6152868.25  \n",
       "2017-09-01   1574779.65  5792065.80  \n",
       "2017-08-01   2323304.14  5081714.64  \n",
       "2017-07-01   6627299.71  6691694.17  \n",
       "2017-06-01  12422420.21  7155138.87  \n",
       "2017-05-01  15961946.71  8145781.12  \n",
       "2017-04-01   6214963.68  6682161.49  \n",
       "2017-03-01   1319399.22  3904656.82  \n",
       "2017-02-01    687697.46  2584035.90  \n",
       "2017-01-01    238973.09  1781773.46  \n",
       "2016-12-01    293737.20  3504367.98  \n",
       "2016-11-01    512990.23  4975519.21  \n",
       "2016-10-01    690912.02  4600717.78  \n",
       "2016-09-01    930513.91  4642681.07  \n",
       "2016-08-01   1581021.50  4151326.68  \n",
       "2016-07-01   4088320.77  5412185.06  \n",
       "2016-06-01   8004562.69  5694825.13  \n",
       "2016-05-01   7474421.97  5469360.60  \n",
       "2016-04-01   3435257.35  5253619.06  \n",
       "2016-03-01    746709.07  3481194.46  \n",
       "2016-02-01    109108.05  1274810.96  \n",
       "2016-01-01    113284.71  1562393.95  \n",
       "2015-12-01    134890.48  2333602.08  \n",
       "2015-11-01    325744.43  3364112.14  "
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "877eff90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 提取各年11月和12月份的数据\n",
    "order_total.reset_index(inplace=True) # 使用初始行索引，就是数字索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "d2be8f9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([58382172.96, 47806248.76, 33038726.31])"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = order_total.loc[order_total['时间'].dt.month == 11]\n",
    "temp['灭鼠杀虫剂'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "3339bb80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2017],\n",
       "       [2016],\n",
       "       [2015]], dtype=int64)"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp.时间.dt.year.values.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "dd212cd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression \n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "fdd67208",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "      <th>防霉防蛀片</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>7.175250e+07</td>\n",
       "      <td>38692.61</td>\n",
       "      <td>1801318.82</td>\n",
       "      <td>193874.386667</td>\n",
       "      <td>5.543204e+06</td>\n",
       "      <td>776627.043333</td>\n",
       "      <td>6678677.55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          时间         灭鼠杀虫剂     电蚊香套装    盘香灭蟑香蚊香盘          蚊香加热器           蚊香液  \\\n",
       "0 2018-11-01  7.175250e+07  38692.61  1801318.82  193874.386667  5.543204e+06   \n",
       "\n",
       "             蚊香片       防霉防蛀片  \n",
       "0  776627.043333  6678677.55  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "      <th>防霉防蛀片</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-12-01</td>\n",
       "      <td>52567630.68</td>\n",
       "      <td>50204.53</td>\n",
       "      <td>928554.256667</td>\n",
       "      <td>86849.166667</td>\n",
       "      <td>3081491.99</td>\n",
       "      <td>426812.586667</td>\n",
       "      <td>3958717.58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          时间        灭鼠杀虫剂     电蚊香套装       盘香灭蟑香蚊香盘         蚊香加热器         蚊香液  \\\n",
       "0 2018-12-01  52567630.68  50204.53  928554.256667  86849.166667  3081491.99   \n",
       "\n",
       "             蚊香片       防霉防蛀片  \n",
       "0  426812.586667  3958717.58  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for i in [11, 12]:\n",
    "    month_df = order_total.loc[order_total['时间'].dt.month == i]\n",
    "    # 获取年份，作为X样本集\n",
    "    X = month_df.时间.dt.year.values.reshape(-1, 1)\n",
    "    # 剔除掉第一列（时间），其他的所有列依次与X进行建模\n",
    "    data_dic = {'时间': datetime(2018, i, 1)} # 添加时间列\n",
    "    for col_name in month_df.columns[1:]:\n",
    "        y = month_df[col_name].values\n",
    "        linear = LinearRegression()\n",
    "        linear.fit(X, y)\n",
    "        y_ = linear.predict([[2018]])\n",
    "#         print(col_name, i, y_)\n",
    "        data_dic[col_name] = y_\n",
    "    display(DataFrame(data_dic))\n",
    "    order_total = pd.concat((DataFrame(data_dic), order_total), axis=0, ignore_index=True)\n",
    "    print('-'*50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "ff8b19d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 过滤掉15年的数据,删除最后两行就行了\n",
    "order_total.drop(index=[36, 37], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "71aa7e47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "时间          False\n",
       "灭鼠杀虫剂       False\n",
       "电蚊香套装       False\n",
       "盘香灭蟑香蚊香盘    False\n",
       "蚊香加热器       False\n",
       "蚊香液         False\n",
       "蚊香片         False\n",
       "防霉防蛀片       False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查一下，发现每一列都没有空值\n",
    "order_total.isnull().any() # 每一列都没有空值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "fe2137d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.256763e+07</td>\n",
       "      <td>50204.53</td>\n",
       "      <td>9.285543e+05</td>\n",
       "      <td>8.684917e+04</td>\n",
       "      <td>3.081492e+06</td>\n",
       "      <td>4.268126e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.175250e+07</td>\n",
       "      <td>38692.61</td>\n",
       "      <td>1.801319e+06</td>\n",
       "      <td>1.938744e+05</td>\n",
       "      <td>5.543204e+06</td>\n",
       "      <td>7.766270e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.136548e+08</td>\n",
       "      <td>106531.29</td>\n",
       "      <td>4.171283e+06</td>\n",
       "      <td>3.156395e+05</td>\n",
       "      <td>7.814546e+06</td>\n",
       "      <td>1.032414e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.440261e+08</td>\n",
       "      <td>105666.63</td>\n",
       "      <td>6.784500e+06</td>\n",
       "      <td>4.573664e+05</td>\n",
       "      <td>1.065497e+07</td>\n",
       "      <td>1.566652e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.540426e+08</td>\n",
       "      <td>201467.03</td>\n",
       "      <td>1.070968e+07</td>\n",
       "      <td>7.465131e+05</td>\n",
       "      <td>1.783558e+07</td>\n",
       "      <td>2.617149e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.480032e+08</td>\n",
       "      <td>438635.29</td>\n",
       "      <td>1.658918e+07</td>\n",
       "      <td>1.871757e+06</td>\n",
       "      <td>3.887792e+07</td>\n",
       "      <td>6.209040e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.359438e+08</td>\n",
       "      <td>953749.78</td>\n",
       "      <td>2.352639e+07</td>\n",
       "      <td>3.641026e+06</td>\n",
       "      <td>7.649909e+07</td>\n",
       "      <td>1.248492e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.241642e+08</td>\n",
       "      <td>1238967.37</td>\n",
       "      <td>2.811858e+07</td>\n",
       "      <td>5.032467e+06</td>\n",
       "      <td>1.050396e+08</td>\n",
       "      <td>1.530972e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7.509661e+07</td>\n",
       "      <td>841051.93</td>\n",
       "      <td>1.642034e+07</td>\n",
       "      <td>3.130513e+06</td>\n",
       "      <td>6.254165e+07</td>\n",
       "      <td>7.954875e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5.918182e+07</td>\n",
       "      <td>475177.48</td>\n",
       "      <td>7.900095e+06</td>\n",
       "      <td>1.198333e+06</td>\n",
       "      <td>2.632447e+07</td>\n",
       "      <td>2.950648e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2.292138e+07</td>\n",
       "      <td>33232.95</td>\n",
       "      <td>5.459177e+05</td>\n",
       "      <td>7.571446e+04</td>\n",
       "      <td>2.235774e+06</td>\n",
       "      <td>2.189156e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.653873e+07</td>\n",
       "      <td>54305.20</td>\n",
       "      <td>5.926632e+05</td>\n",
       "      <td>8.667045e+04</td>\n",
       "      <td>1.759451e+06</td>\n",
       "      <td>2.981461e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.292283e+07</td>\n",
       "      <td>71600.17</td>\n",
       "      <td>7.969305e+05</td>\n",
       "      <td>6.914559e+04</td>\n",
       "      <td>2.213103e+06</td>\n",
       "      <td>3.141204e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5.838217e+07</td>\n",
       "      <td>94993.76</td>\n",
       "      <td>1.581530e+06</td>\n",
       "      <td>1.681418e+05</td>\n",
       "      <td>4.257594e+06</td>\n",
       "      <td>6.170949e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>8.226882e+07</td>\n",
       "      <td>145925.31</td>\n",
       "      <td>2.824786e+06</td>\n",
       "      <td>1.665226e+05</td>\n",
       "      <td>4.290843e+06</td>\n",
       "      <td>7.665888e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.010081e+08</td>\n",
       "      <td>242194.37</td>\n",
       "      <td>5.581352e+06</td>\n",
       "      <td>3.530425e+05</td>\n",
       "      <td>7.833349e+06</td>\n",
       "      <td>1.574780e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.049504e+08</td>\n",
       "      <td>332922.02</td>\n",
       "      <td>7.229410e+06</td>\n",
       "      <td>5.440766e+05</td>\n",
       "      <td>1.376039e+07</td>\n",
       "      <td>2.323304e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.116729e+08</td>\n",
       "      <td>913425.95</td>\n",
       "      <td>1.371805e+07</td>\n",
       "      <td>1.357779e+06</td>\n",
       "      <td>4.257757e+07</td>\n",
       "      <td>6.627300e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.051463e+08</td>\n",
       "      <td>2045163.59</td>\n",
       "      <td>1.963593e+07</td>\n",
       "      <td>2.639778e+06</td>\n",
       "      <td>8.283230e+07</td>\n",
       "      <td>1.242242e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>9.185035e+07</td>\n",
       "      <td>3606141.82</td>\n",
       "      <td>2.027552e+07</td>\n",
       "      <td>3.185962e+06</td>\n",
       "      <td>1.014605e+08</td>\n",
       "      <td>1.596195e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.363586e+07</td>\n",
       "      <td>1285599.49</td>\n",
       "      <td>9.197868e+06</td>\n",
       "      <td>1.554864e+06</td>\n",
       "      <td>4.880687e+07</td>\n",
       "      <td>6.214964e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.078967e+07</td>\n",
       "      <td>390486.57</td>\n",
       "      <td>3.397838e+06</td>\n",
       "      <td>3.172065e+05</td>\n",
       "      <td>1.488979e+07</td>\n",
       "      <td>1.319399e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3.467502e+07</td>\n",
       "      <td>209643.87</td>\n",
       "      <td>1.519446e+06</td>\n",
       "      <td>1.481581e+05</td>\n",
       "      <td>5.929509e+06</td>\n",
       "      <td>6.876975e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2.047156e+07</td>\n",
       "      <td>39434.76</td>\n",
       "      <td>5.967440e+05</td>\n",
       "      <td>4.816463e+04</td>\n",
       "      <td>1.213749e+06</td>\n",
       "      <td>2.389731e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.546668e+07</td>\n",
       "      <td>84350.57</td>\n",
       "      <td>1.234900e+06</td>\n",
       "      <td>5.211896e+04</td>\n",
       "      <td>1.558634e+06</td>\n",
       "      <td>2.937372e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4.780625e+07</td>\n",
       "      <td>106291.23</td>\n",
       "      <td>1.473418e+06</td>\n",
       "      <td>8.283582e+04</td>\n",
       "      <td>2.758827e+06</td>\n",
       "      <td>5.129902e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6.339722e+07</td>\n",
       "      <td>179015.23</td>\n",
       "      <td>2.543814e+06</td>\n",
       "      <td>1.304841e+05</td>\n",
       "      <td>3.641803e+06</td>\n",
       "      <td>6.909120e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6.864724e+07</td>\n",
       "      <td>210456.69</td>\n",
       "      <td>3.092898e+06</td>\n",
       "      <td>1.687248e+05</td>\n",
       "      <td>4.632818e+06</td>\n",
       "      <td>9.305139e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>7.610885e+07</td>\n",
       "      <td>316467.14</td>\n",
       "      <td>4.389863e+06</td>\n",
       "      <td>2.725540e+05</td>\n",
       "      <td>8.956868e+06</td>\n",
       "      <td>1.581022e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7.832954e+07</td>\n",
       "      <td>932728.10</td>\n",
       "      <td>7.384969e+06</td>\n",
       "      <td>7.611593e+05</td>\n",
       "      <td>2.260036e+07</td>\n",
       "      <td>4.088321e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7.693264e+07</td>\n",
       "      <td>2184985.33</td>\n",
       "      <td>1.085946e+07</td>\n",
       "      <td>1.728789e+06</td>\n",
       "      <td>4.640197e+07</td>\n",
       "      <td>8.004563e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>5.812696e+07</td>\n",
       "      <td>2059879.80</td>\n",
       "      <td>9.912802e+06</td>\n",
       "      <td>1.618362e+06</td>\n",
       "      <td>4.777690e+07</td>\n",
       "      <td>7.474422e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>3.762602e+07</td>\n",
       "      <td>1034992.53</td>\n",
       "      <td>4.687913e+06</td>\n",
       "      <td>7.582068e+05</td>\n",
       "      <td>2.432917e+07</td>\n",
       "      <td>3.435257e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2.952610e+07</td>\n",
       "      <td>352013.31</td>\n",
       "      <td>1.204574e+06</td>\n",
       "      <td>2.461068e+05</td>\n",
       "      <td>6.656382e+06</td>\n",
       "      <td>7.467091e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1.500135e+07</td>\n",
       "      <td>96979.48</td>\n",
       "      <td>4.491994e+05</td>\n",
       "      <td>3.619385e+04</td>\n",
       "      <td>6.939075e+05</td>\n",
       "      <td>1.091081e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2.107822e+07</td>\n",
       "      <td>108412.71</td>\n",
       "      <td>6.190420e+05</td>\n",
       "      <td>4.967025e+04</td>\n",
       "      <td>4.828890e+05</td>\n",
       "      <td>1.132847e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           灭鼠杀虫剂       电蚊香套装      盘香灭蟑香蚊香盘         蚊香加热器           蚊香液  \\\n",
       "0   5.256763e+07    50204.53  9.285543e+05  8.684917e+04  3.081492e+06   \n",
       "1   7.175250e+07    38692.61  1.801319e+06  1.938744e+05  5.543204e+06   \n",
       "2   1.136548e+08   106531.29  4.171283e+06  3.156395e+05  7.814546e+06   \n",
       "3   1.440261e+08   105666.63  6.784500e+06  4.573664e+05  1.065497e+07   \n",
       "4   1.540426e+08   201467.03  1.070968e+07  7.465131e+05  1.783558e+07   \n",
       "5   1.480032e+08   438635.29  1.658918e+07  1.871757e+06  3.887792e+07   \n",
       "6   1.359438e+08   953749.78  2.352639e+07  3.641026e+06  7.649909e+07   \n",
       "7   1.241642e+08  1238967.37  2.811858e+07  5.032467e+06  1.050396e+08   \n",
       "8   7.509661e+07   841051.93  1.642034e+07  3.130513e+06  6.254165e+07   \n",
       "9   5.918182e+07   475177.48  7.900095e+06  1.198333e+06  2.632447e+07   \n",
       "10  2.292138e+07    33232.95  5.459177e+05  7.571446e+04  2.235774e+06   \n",
       "11  3.653873e+07    54305.20  5.926632e+05  8.667045e+04  1.759451e+06   \n",
       "12  4.292283e+07    71600.17  7.969305e+05  6.914559e+04  2.213103e+06   \n",
       "13  5.838217e+07    94993.76  1.581530e+06  1.681418e+05  4.257594e+06   \n",
       "14  8.226882e+07   145925.31  2.824786e+06  1.665226e+05  4.290843e+06   \n",
       "15  1.010081e+08   242194.37  5.581352e+06  3.530425e+05  7.833349e+06   \n",
       "16  1.049504e+08   332922.02  7.229410e+06  5.440766e+05  1.376039e+07   \n",
       "17  1.116729e+08   913425.95  1.371805e+07  1.357779e+06  4.257757e+07   \n",
       "18  1.051463e+08  2045163.59  1.963593e+07  2.639778e+06  8.283230e+07   \n",
       "19  9.185035e+07  3606141.82  2.027552e+07  3.185962e+06  1.014605e+08   \n",
       "20  5.363586e+07  1285599.49  9.197868e+06  1.554864e+06  4.880687e+07   \n",
       "21  4.078967e+07   390486.57  3.397838e+06  3.172065e+05  1.488979e+07   \n",
       "22  3.467502e+07   209643.87  1.519446e+06  1.481581e+05  5.929509e+06   \n",
       "23  2.047156e+07    39434.76  5.967440e+05  4.816463e+04  1.213749e+06   \n",
       "24  3.546668e+07    84350.57  1.234900e+06  5.211896e+04  1.558634e+06   \n",
       "25  4.780625e+07   106291.23  1.473418e+06  8.283582e+04  2.758827e+06   \n",
       "26  6.339722e+07   179015.23  2.543814e+06  1.304841e+05  3.641803e+06   \n",
       "27  6.864724e+07   210456.69  3.092898e+06  1.687248e+05  4.632818e+06   \n",
       "28  7.610885e+07   316467.14  4.389863e+06  2.725540e+05  8.956868e+06   \n",
       "29  7.832954e+07   932728.10  7.384969e+06  7.611593e+05  2.260036e+07   \n",
       "30  7.693264e+07  2184985.33  1.085946e+07  1.728789e+06  4.640197e+07   \n",
       "31  5.812696e+07  2059879.80  9.912802e+06  1.618362e+06  4.777690e+07   \n",
       "32  3.762602e+07  1034992.53  4.687913e+06  7.582068e+05  2.432917e+07   \n",
       "33  2.952610e+07   352013.31  1.204574e+06  2.461068e+05  6.656382e+06   \n",
       "34  1.500135e+07    96979.48  4.491994e+05  3.619385e+04  6.939075e+05   \n",
       "35  2.107822e+07   108412.71  6.190420e+05  4.967025e+04  4.828890e+05   \n",
       "\n",
       "             蚊香片  \n",
       "0   4.268126e+05  \n",
       "1   7.766270e+05  \n",
       "2   1.032414e+06  \n",
       "3   1.566652e+06  \n",
       "4   2.617149e+06  \n",
       "5   6.209040e+06  \n",
       "6   1.248492e+07  \n",
       "7   1.530972e+07  \n",
       "8   7.954875e+06  \n",
       "9   2.950648e+06  \n",
       "10  2.189156e+05  \n",
       "11  2.981461e+05  \n",
       "12  3.141204e+05  \n",
       "13  6.170949e+05  \n",
       "14  7.665888e+05  \n",
       "15  1.574780e+06  \n",
       "16  2.323304e+06  \n",
       "17  6.627300e+06  \n",
       "18  1.242242e+07  \n",
       "19  1.596195e+07  \n",
       "20  6.214964e+06  \n",
       "21  1.319399e+06  \n",
       "22  6.876975e+05  \n",
       "23  2.389731e+05  \n",
       "24  2.937372e+05  \n",
       "25  5.129902e+05  \n",
       "26  6.909120e+05  \n",
       "27  9.305139e+05  \n",
       "28  1.581022e+06  \n",
       "29  4.088321e+06  \n",
       "30  8.004563e+06  \n",
       "31  7.474422e+06  \n",
       "32  3.435257e+06  \n",
       "33  7.467091e+05  \n",
       "34  1.091081e+05  \n",
       "35  1.132847e+05  "
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order_total1 = order_total.iloc[:, 1:-1]\n",
    "order_total1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "1a80dd34",
   "metadata": {},
   "outputs": [],
   "source": [
    "order_total['年'] = order_total.时间.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "29f8aff4",
   "metadata": {},
   "outputs": [],
   "source": [
    "order_total['总计'] = order_total1.sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "4bc119a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "      <th>防霉防蛀片</th>\n",
       "      <th>年</th>\n",
       "      <th>总计</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-12-01</td>\n",
       "      <td>5.256763e+07</td>\n",
       "      <td>50204.53</td>\n",
       "      <td>9.285543e+05</td>\n",
       "      <td>86849.166667</td>\n",
       "      <td>3.081492e+06</td>\n",
       "      <td>4.268126e+05</td>\n",
       "      <td>3958717.58</td>\n",
       "      <td>2018</td>\n",
       "      <td>5.714154e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>7.175250e+07</td>\n",
       "      <td>38692.61</td>\n",
       "      <td>1.801319e+06</td>\n",
       "      <td>193874.386667</td>\n",
       "      <td>5.543204e+06</td>\n",
       "      <td>7.766270e+05</td>\n",
       "      <td>6678677.55</td>\n",
       "      <td>2018</td>\n",
       "      <td>8.010621e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>1.136548e+08</td>\n",
       "      <td>106531.29</td>\n",
       "      <td>4.171283e+06</td>\n",
       "      <td>315639.480000</td>\n",
       "      <td>7.814546e+06</td>\n",
       "      <td>1.032414e+06</td>\n",
       "      <td>8541153.59</td>\n",
       "      <td>2018</td>\n",
       "      <td>1.270952e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-09-01</td>\n",
       "      <td>1.440261e+08</td>\n",
       "      <td>105666.63</td>\n",
       "      <td>6.784500e+06</td>\n",
       "      <td>457366.410000</td>\n",
       "      <td>1.065497e+07</td>\n",
       "      <td>1.566652e+06</td>\n",
       "      <td>8825870.43</td>\n",
       "      <td>2018</td>\n",
       "      <td>1.635952e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>1.540426e+08</td>\n",
       "      <td>201467.03</td>\n",
       "      <td>1.070968e+07</td>\n",
       "      <td>746513.130000</td>\n",
       "      <td>1.783558e+07</td>\n",
       "      <td>2.617149e+06</td>\n",
       "      <td>6320153.44</td>\n",
       "      <td>2018</td>\n",
       "      <td>1.861530e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          时间         灭鼠杀虫剂      电蚊香套装      盘香灭蟑香蚊香盘          蚊香加热器  \\\n",
       "0 2018-12-01  5.256763e+07   50204.53  9.285543e+05   86849.166667   \n",
       "1 2018-11-01  7.175250e+07   38692.61  1.801319e+06  193874.386667   \n",
       "2 2018-10-01  1.136548e+08  106531.29  4.171283e+06  315639.480000   \n",
       "3 2018-09-01  1.440261e+08  105666.63  6.784500e+06  457366.410000   \n",
       "4 2018-08-01  1.540426e+08  201467.03  1.070968e+07  746513.130000   \n",
       "\n",
       "            蚊香液           蚊香片       防霉防蛀片     年            总计  \n",
       "0  3.081492e+06  4.268126e+05  3958717.58  2018  5.714154e+07  \n",
       "1  5.543204e+06  7.766270e+05  6678677.55  2018  8.010621e+07  \n",
       "2  7.814546e+06  1.032414e+06  8541153.59  2018  1.270952e+08  \n",
       "3  1.065497e+07  1.566652e+06  8825870.43  2018  1.635952e+08  \n",
       "4  1.783558e+07  2.617149e+06  6320153.44  2018  1.861530e+08  "
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order_total.head() # 修改过后查看前五行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "5de471dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4), dpi=120)\n",
    "order_total.groupby('年').总计.sum().plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f18ac94c",
   "metadata": {},
   "source": [
    "## 近三年总体分析\n",
    "+ 波士顿矩阵\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "6b8cc319",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 时间列 分组可以采样技术\n",
    "# 前提： 时间列【必须】设置为行索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "480a9531",
   "metadata": {},
   "outputs": [],
   "source": [
    "order_total = order_total.iloc[:, :-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "a2a5d3bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "      <th>防霉防蛀片</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-12-01</td>\n",
       "      <td>5.256763e+07</td>\n",
       "      <td>50204.53</td>\n",
       "      <td>9.285543e+05</td>\n",
       "      <td>8.684917e+04</td>\n",
       "      <td>3.081492e+06</td>\n",
       "      <td>4.268126e+05</td>\n",
       "      <td>3958717.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>7.175250e+07</td>\n",
       "      <td>38692.61</td>\n",
       "      <td>1.801319e+06</td>\n",
       "      <td>1.938744e+05</td>\n",
       "      <td>5.543204e+06</td>\n",
       "      <td>7.766270e+05</td>\n",
       "      <td>6678677.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>1.136548e+08</td>\n",
       "      <td>106531.29</td>\n",
       "      <td>4.171283e+06</td>\n",
       "      <td>3.156395e+05</td>\n",
       "      <td>7.814546e+06</td>\n",
       "      <td>1.032414e+06</td>\n",
       "      <td>8541153.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-09-01</td>\n",
       "      <td>1.440261e+08</td>\n",
       "      <td>105666.63</td>\n",
       "      <td>6.784500e+06</td>\n",
       "      <td>4.573664e+05</td>\n",
       "      <td>1.065497e+07</td>\n",
       "      <td>1.566652e+06</td>\n",
       "      <td>8825870.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>1.540426e+08</td>\n",
       "      <td>201467.03</td>\n",
       "      <td>1.070968e+07</td>\n",
       "      <td>7.465131e+05</td>\n",
       "      <td>1.783558e+07</td>\n",
       "      <td>2.617149e+06</td>\n",
       "      <td>6320153.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>1.480032e+08</td>\n",
       "      <td>438635.29</td>\n",
       "      <td>1.658918e+07</td>\n",
       "      <td>1.871757e+06</td>\n",
       "      <td>3.887792e+07</td>\n",
       "      <td>6.209040e+06</td>\n",
       "      <td>6302595.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-06-01</td>\n",
       "      <td>1.359438e+08</td>\n",
       "      <td>953749.78</td>\n",
       "      <td>2.352639e+07</td>\n",
       "      <td>3.641026e+06</td>\n",
       "      <td>7.649909e+07</td>\n",
       "      <td>1.248492e+07</td>\n",
       "      <td>7047206.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>1.241642e+08</td>\n",
       "      <td>1238967.37</td>\n",
       "      <td>2.811858e+07</td>\n",
       "      <td>5.032467e+06</td>\n",
       "      <td>1.050396e+08</td>\n",
       "      <td>1.530972e+07</td>\n",
       "      <td>7942340.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>7.509661e+07</td>\n",
       "      <td>841051.93</td>\n",
       "      <td>1.642034e+07</td>\n",
       "      <td>3.130513e+06</td>\n",
       "      <td>6.254165e+07</td>\n",
       "      <td>7.954875e+06</td>\n",
       "      <td>7031364.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>5.918182e+07</td>\n",
       "      <td>475177.48</td>\n",
       "      <td>7.900095e+06</td>\n",
       "      <td>1.198333e+06</td>\n",
       "      <td>2.632447e+07</td>\n",
       "      <td>2.950648e+06</td>\n",
       "      <td>6051561.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>2.292138e+07</td>\n",
       "      <td>33232.95</td>\n",
       "      <td>5.459177e+05</td>\n",
       "      <td>7.571446e+04</td>\n",
       "      <td>2.235774e+06</td>\n",
       "      <td>2.189156e+05</td>\n",
       "      <td>1393948.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>3.653873e+07</td>\n",
       "      <td>54305.20</td>\n",
       "      <td>5.926632e+05</td>\n",
       "      <td>8.667045e+04</td>\n",
       "      <td>1.759451e+06</td>\n",
       "      <td>2.981461e+05</td>\n",
       "      <td>2607776.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>4.292283e+07</td>\n",
       "      <td>71600.17</td>\n",
       "      <td>7.969305e+05</td>\n",
       "      <td>6.914559e+04</td>\n",
       "      <td>2.213103e+06</td>\n",
       "      <td>3.141204e+05</td>\n",
       "      <td>3259747.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-11-01</td>\n",
       "      <td>5.838217e+07</td>\n",
       "      <td>94993.76</td>\n",
       "      <td>1.581530e+06</td>\n",
       "      <td>1.681418e+05</td>\n",
       "      <td>4.257594e+06</td>\n",
       "      <td>6.170949e+05</td>\n",
       "      <td>5447184.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>8.226882e+07</td>\n",
       "      <td>145925.31</td>\n",
       "      <td>2.824786e+06</td>\n",
       "      <td>1.665226e+05</td>\n",
       "      <td>4.290843e+06</td>\n",
       "      <td>7.665888e+05</td>\n",
       "      <td>6152868.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>1.010081e+08</td>\n",
       "      <td>242194.37</td>\n",
       "      <td>5.581352e+06</td>\n",
       "      <td>3.530425e+05</td>\n",
       "      <td>7.833349e+06</td>\n",
       "      <td>1.574780e+06</td>\n",
       "      <td>5792065.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>1.049504e+08</td>\n",
       "      <td>332922.02</td>\n",
       "      <td>7.229410e+06</td>\n",
       "      <td>5.440766e+05</td>\n",
       "      <td>1.376039e+07</td>\n",
       "      <td>2.323304e+06</td>\n",
       "      <td>5081714.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>1.116729e+08</td>\n",
       "      <td>913425.95</td>\n",
       "      <td>1.371805e+07</td>\n",
       "      <td>1.357779e+06</td>\n",
       "      <td>4.257757e+07</td>\n",
       "      <td>6.627300e+06</td>\n",
       "      <td>6691694.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>1.051463e+08</td>\n",
       "      <td>2045163.59</td>\n",
       "      <td>1.963593e+07</td>\n",
       "      <td>2.639778e+06</td>\n",
       "      <td>8.283230e+07</td>\n",
       "      <td>1.242242e+07</td>\n",
       "      <td>7155138.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>9.185035e+07</td>\n",
       "      <td>3606141.82</td>\n",
       "      <td>2.027552e+07</td>\n",
       "      <td>3.185962e+06</td>\n",
       "      <td>1.014605e+08</td>\n",
       "      <td>1.596195e+07</td>\n",
       "      <td>8145781.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>5.363586e+07</td>\n",
       "      <td>1285599.49</td>\n",
       "      <td>9.197868e+06</td>\n",
       "      <td>1.554864e+06</td>\n",
       "      <td>4.880687e+07</td>\n",
       "      <td>6.214964e+06</td>\n",
       "      <td>6682161.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>4.078967e+07</td>\n",
       "      <td>390486.57</td>\n",
       "      <td>3.397838e+06</td>\n",
       "      <td>3.172065e+05</td>\n",
       "      <td>1.488979e+07</td>\n",
       "      <td>1.319399e+06</td>\n",
       "      <td>3904656.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>3.467502e+07</td>\n",
       "      <td>209643.87</td>\n",
       "      <td>1.519446e+06</td>\n",
       "      <td>1.481581e+05</td>\n",
       "      <td>5.929509e+06</td>\n",
       "      <td>6.876975e+05</td>\n",
       "      <td>2584035.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>2.047156e+07</td>\n",
       "      <td>39434.76</td>\n",
       "      <td>5.967440e+05</td>\n",
       "      <td>4.816463e+04</td>\n",
       "      <td>1.213749e+06</td>\n",
       "      <td>2.389731e+05</td>\n",
       "      <td>1781773.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-12-01</td>\n",
       "      <td>3.546668e+07</td>\n",
       "      <td>84350.57</td>\n",
       "      <td>1.234900e+06</td>\n",
       "      <td>5.211896e+04</td>\n",
       "      <td>1.558634e+06</td>\n",
       "      <td>2.937372e+05</td>\n",
       "      <td>3504367.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-11-01</td>\n",
       "      <td>4.780625e+07</td>\n",
       "      <td>106291.23</td>\n",
       "      <td>1.473418e+06</td>\n",
       "      <td>8.283582e+04</td>\n",
       "      <td>2.758827e+06</td>\n",
       "      <td>5.129902e+05</td>\n",
       "      <td>4975519.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-10-01</td>\n",
       "      <td>6.339722e+07</td>\n",
       "      <td>179015.23</td>\n",
       "      <td>2.543814e+06</td>\n",
       "      <td>1.304841e+05</td>\n",
       "      <td>3.641803e+06</td>\n",
       "      <td>6.909120e+05</td>\n",
       "      <td>4600717.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>6.864724e+07</td>\n",
       "      <td>210456.69</td>\n",
       "      <td>3.092898e+06</td>\n",
       "      <td>1.687248e+05</td>\n",
       "      <td>4.632818e+06</td>\n",
       "      <td>9.305139e+05</td>\n",
       "      <td>4642681.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>7.610885e+07</td>\n",
       "      <td>316467.14</td>\n",
       "      <td>4.389863e+06</td>\n",
       "      <td>2.725540e+05</td>\n",
       "      <td>8.956868e+06</td>\n",
       "      <td>1.581022e+06</td>\n",
       "      <td>4151326.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-07-01</td>\n",
       "      <td>7.832954e+07</td>\n",
       "      <td>932728.10</td>\n",
       "      <td>7.384969e+06</td>\n",
       "      <td>7.611593e+05</td>\n",
       "      <td>2.260036e+07</td>\n",
       "      <td>4.088321e+06</td>\n",
       "      <td>5412185.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2016-06-01</td>\n",
       "      <td>7.693264e+07</td>\n",
       "      <td>2184985.33</td>\n",
       "      <td>1.085946e+07</td>\n",
       "      <td>1.728789e+06</td>\n",
       "      <td>4.640197e+07</td>\n",
       "      <td>8.004563e+06</td>\n",
       "      <td>5694825.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>5.812696e+07</td>\n",
       "      <td>2059879.80</td>\n",
       "      <td>9.912802e+06</td>\n",
       "      <td>1.618362e+06</td>\n",
       "      <td>4.777690e+07</td>\n",
       "      <td>7.474422e+06</td>\n",
       "      <td>5469360.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>3.762602e+07</td>\n",
       "      <td>1034992.53</td>\n",
       "      <td>4.687913e+06</td>\n",
       "      <td>7.582068e+05</td>\n",
       "      <td>2.432917e+07</td>\n",
       "      <td>3.435257e+06</td>\n",
       "      <td>5253619.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2016-03-01</td>\n",
       "      <td>2.952610e+07</td>\n",
       "      <td>352013.31</td>\n",
       "      <td>1.204574e+06</td>\n",
       "      <td>2.461068e+05</td>\n",
       "      <td>6.656382e+06</td>\n",
       "      <td>7.467091e+05</td>\n",
       "      <td>3481194.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1.500135e+07</td>\n",
       "      <td>96979.48</td>\n",
       "      <td>4.491994e+05</td>\n",
       "      <td>3.619385e+04</td>\n",
       "      <td>6.939075e+05</td>\n",
       "      <td>1.091081e+05</td>\n",
       "      <td>1274810.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>2.107822e+07</td>\n",
       "      <td>108412.71</td>\n",
       "      <td>6.190420e+05</td>\n",
       "      <td>4.967025e+04</td>\n",
       "      <td>4.828890e+05</td>\n",
       "      <td>1.132847e+05</td>\n",
       "      <td>1562393.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间         灭鼠杀虫剂       电蚊香套装      盘香灭蟑香蚊香盘         蚊香加热器  \\\n",
       "0  2018-12-01  5.256763e+07    50204.53  9.285543e+05  8.684917e+04   \n",
       "1  2018-11-01  7.175250e+07    38692.61  1.801319e+06  1.938744e+05   \n",
       "2  2018-10-01  1.136548e+08   106531.29  4.171283e+06  3.156395e+05   \n",
       "3  2018-09-01  1.440261e+08   105666.63  6.784500e+06  4.573664e+05   \n",
       "4  2018-08-01  1.540426e+08   201467.03  1.070968e+07  7.465131e+05   \n",
       "5  2018-07-01  1.480032e+08   438635.29  1.658918e+07  1.871757e+06   \n",
       "6  2018-06-01  1.359438e+08   953749.78  2.352639e+07  3.641026e+06   \n",
       "7  2018-05-01  1.241642e+08  1238967.37  2.811858e+07  5.032467e+06   \n",
       "8  2018-04-01  7.509661e+07   841051.93  1.642034e+07  3.130513e+06   \n",
       "9  2018-03-01  5.918182e+07   475177.48  7.900095e+06  1.198333e+06   \n",
       "10 2018-02-01  2.292138e+07    33232.95  5.459177e+05  7.571446e+04   \n",
       "11 2018-01-01  3.653873e+07    54305.20  5.926632e+05  8.667045e+04   \n",
       "12 2017-12-01  4.292283e+07    71600.17  7.969305e+05  6.914559e+04   \n",
       "13 2017-11-01  5.838217e+07    94993.76  1.581530e+06  1.681418e+05   \n",
       "14 2017-10-01  8.226882e+07   145925.31  2.824786e+06  1.665226e+05   \n",
       "15 2017-09-01  1.010081e+08   242194.37  5.581352e+06  3.530425e+05   \n",
       "16 2017-08-01  1.049504e+08   332922.02  7.229410e+06  5.440766e+05   \n",
       "17 2017-07-01  1.116729e+08   913425.95  1.371805e+07  1.357779e+06   \n",
       "18 2017-06-01  1.051463e+08  2045163.59  1.963593e+07  2.639778e+06   \n",
       "19 2017-05-01  9.185035e+07  3606141.82  2.027552e+07  3.185962e+06   \n",
       "20 2017-04-01  5.363586e+07  1285599.49  9.197868e+06  1.554864e+06   \n",
       "21 2017-03-01  4.078967e+07   390486.57  3.397838e+06  3.172065e+05   \n",
       "22 2017-02-01  3.467502e+07   209643.87  1.519446e+06  1.481581e+05   \n",
       "23 2017-01-01  2.047156e+07    39434.76  5.967440e+05  4.816463e+04   \n",
       "24 2016-12-01  3.546668e+07    84350.57  1.234900e+06  5.211896e+04   \n",
       "25 2016-11-01  4.780625e+07   106291.23  1.473418e+06  8.283582e+04   \n",
       "26 2016-10-01  6.339722e+07   179015.23  2.543814e+06  1.304841e+05   \n",
       "27 2016-09-01  6.864724e+07   210456.69  3.092898e+06  1.687248e+05   \n",
       "28 2016-08-01  7.610885e+07   316467.14  4.389863e+06  2.725540e+05   \n",
       "29 2016-07-01  7.832954e+07   932728.10  7.384969e+06  7.611593e+05   \n",
       "30 2016-06-01  7.693264e+07  2184985.33  1.085946e+07  1.728789e+06   \n",
       "31 2016-05-01  5.812696e+07  2059879.80  9.912802e+06  1.618362e+06   \n",
       "32 2016-04-01  3.762602e+07  1034992.53  4.687913e+06  7.582068e+05   \n",
       "33 2016-03-01  2.952610e+07   352013.31  1.204574e+06  2.461068e+05   \n",
       "34 2016-02-01  1.500135e+07    96979.48  4.491994e+05  3.619385e+04   \n",
       "35 2016-01-01  2.107822e+07   108412.71  6.190420e+05  4.967025e+04   \n",
       "\n",
       "             蚊香液           蚊香片       防霉防蛀片  \n",
       "0   3.081492e+06  4.268126e+05  3958717.58  \n",
       "1   5.543204e+06  7.766270e+05  6678677.55  \n",
       "2   7.814546e+06  1.032414e+06  8541153.59  \n",
       "3   1.065497e+07  1.566652e+06  8825870.43  \n",
       "4   1.783558e+07  2.617149e+06  6320153.44  \n",
       "5   3.887792e+07  6.209040e+06  6302595.06  \n",
       "6   7.649909e+07  1.248492e+07  7047206.98  \n",
       "7   1.050396e+08  1.530972e+07  7942340.44  \n",
       "8   6.254165e+07  7.954875e+06  7031364.60  \n",
       "9   2.632447e+07  2.950648e+06  6051561.02  \n",
       "10  2.235774e+06  2.189156e+05  1393948.47  \n",
       "11  1.759451e+06  2.981461e+05  2607776.07  \n",
       "12  2.213103e+06  3.141204e+05  3259747.23  \n",
       "13  4.257594e+06  6.170949e+05  5447184.43  \n",
       "14  4.290843e+06  7.665888e+05  6152868.25  \n",
       "15  7.833349e+06  1.574780e+06  5792065.80  \n",
       "16  1.376039e+07  2.323304e+06  5081714.64  \n",
       "17  4.257757e+07  6.627300e+06  6691694.17  \n",
       "18  8.283230e+07  1.242242e+07  7155138.87  \n",
       "19  1.014605e+08  1.596195e+07  8145781.12  \n",
       "20  4.880687e+07  6.214964e+06  6682161.49  \n",
       "21  1.488979e+07  1.319399e+06  3904656.82  \n",
       "22  5.929509e+06  6.876975e+05  2584035.90  \n",
       "23  1.213749e+06  2.389731e+05  1781773.46  \n",
       "24  1.558634e+06  2.937372e+05  3504367.98  \n",
       "25  2.758827e+06  5.129902e+05  4975519.21  \n",
       "26  3.641803e+06  6.909120e+05  4600717.78  \n",
       "27  4.632818e+06  9.305139e+05  4642681.07  \n",
       "28  8.956868e+06  1.581022e+06  4151326.68  \n",
       "29  2.260036e+07  4.088321e+06  5412185.06  \n",
       "30  4.640197e+07  8.004563e+06  5694825.13  \n",
       "31  4.777690e+07  7.474422e+06  5469360.60  \n",
       "32  2.432917e+07  3.435257e+06  5253619.06  \n",
       "33  6.656382e+06  7.467091e+05  3481194.46  \n",
       "34  6.939075e+05  1.091081e+05  1274810.96  \n",
       "35  4.828890e+05  1.132847e+05  1562393.95  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "2f6486a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "order_total.set_index( '时间', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "d7f6b586",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "时间\n",
       "2016-12-31    9.179661e+08\n",
       "2017-12-31    1.395873e+09\n",
       "2018-12-31    1.760111e+09\n",
       "Freq: A-DEC, dtype: float64"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Y M D 年月日\n",
    "year_df = order_total.resample('Y').sum()\n",
    "year_df.sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "b0a419fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "year_sum_data = year_df.sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "20b03651",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3), dpi=120)\n",
    "plt.plot(np.arange(3), year_sum_data.values-100000, marker='*', lw=3, linestyle='--', color='green')\n",
    "plt.bar(np.arange(3), year_sum_data.values, color=sns.light_palette('darkgreen'))\n",
    "\n",
    "plt.xticks(ticks=np.arange(3), labels=[2016, 2017, 2018])\n",
    "plt.xlabel('时间', fontsize=14, color='black')\n",
    "plt.ylabel('销售总额', fontsize=14, color='black')\n",
    "plt.title('近三年的交易总额变化量', fontsize=14, \n",
    "          fontdict={'verticalalignment': 'baseline',\n",
    "            'horizontalalignment': 'center'}\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2078062e",
   "metadata": {},
   "source": [
    ">> 可以看出近三年呈增长趋势，整个市场倾向于成长期和成熟期"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3264245b",
   "metadata": {},
   "source": [
    "## 近三年各类目市场变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "bfcbbb35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <th>电蚊香套装</th>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <th>蚊香加热器</th>\n",
       "      <th>蚊香液</th>\n",
       "      <th>蚊香片</th>\n",
       "      <th>防霉防蛀片</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>时间</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-12-01</th>\n",
       "      <td>5.256763e+07</td>\n",
       "      <td>50204.53</td>\n",
       "      <td>9.285543e+05</td>\n",
       "      <td>86849.166667</td>\n",
       "      <td>3.081492e+06</td>\n",
       "      <td>4.268126e+05</td>\n",
       "      <td>3958717.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-01</th>\n",
       "      <td>7.175250e+07</td>\n",
       "      <td>38692.61</td>\n",
       "      <td>1.801319e+06</td>\n",
       "      <td>193874.386667</td>\n",
       "      <td>5.543204e+06</td>\n",
       "      <td>7.766270e+05</td>\n",
       "      <td>6678677.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-01</th>\n",
       "      <td>1.136548e+08</td>\n",
       "      <td>106531.29</td>\n",
       "      <td>4.171283e+06</td>\n",
       "      <td>315639.480000</td>\n",
       "      <td>7.814546e+06</td>\n",
       "      <td>1.032414e+06</td>\n",
       "      <td>8541153.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>1.440261e+08</td>\n",
       "      <td>105666.63</td>\n",
       "      <td>6.784500e+06</td>\n",
       "      <td>457366.410000</td>\n",
       "      <td>1.065497e+07</td>\n",
       "      <td>1.566652e+06</td>\n",
       "      <td>8825870.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01</th>\n",
       "      <td>1.540426e+08</td>\n",
       "      <td>201467.03</td>\n",
       "      <td>1.070968e+07</td>\n",
       "      <td>746513.130000</td>\n",
       "      <td>1.783558e+07</td>\n",
       "      <td>2.617149e+06</td>\n",
       "      <td>6320153.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   灭鼠杀虫剂      电蚊香套装      盘香灭蟑香蚊香盘          蚊香加热器  \\\n",
       "时间                                                                 \n",
       "2018-12-01  5.256763e+07   50204.53  9.285543e+05   86849.166667   \n",
       "2018-11-01  7.175250e+07   38692.61  1.801319e+06  193874.386667   \n",
       "2018-10-01  1.136548e+08  106531.29  4.171283e+06  315639.480000   \n",
       "2018-09-01  1.440261e+08  105666.63  6.784500e+06  457366.410000   \n",
       "2018-08-01  1.540426e+08  201467.03  1.070968e+07  746513.130000   \n",
       "\n",
       "                     蚊香液           蚊香片       防霉防蛀片  \n",
       "时间                                                  \n",
       "2018-12-01  3.081492e+06  4.268126e+05  3958717.58  \n",
       "2018-11-01  5.543204e+06  7.766270e+05  6678677.55  \n",
       "2018-10-01  7.814546e+06  1.032414e+06  8541153.59  \n",
       "2018-09-01  1.065497e+07  1.566652e+06  8825870.43  \n",
       "2018-08-01  1.783558e+07  2.617149e+06  6320153.44  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order_total.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "1d9d40f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_palette('husl', n_colors=7)\n",
    "plt.figure(figsize=(8, 4), dpi=120)\n",
    "for col_name in year_df.columns:\n",
    "    plt.plot(np.arange(3), year_df[col_name].values, lw=3, ls='--',marker='*', markersize=10, label=col_name)\n",
    "plt.legend(loc='upper left', fontsize=8, ncol=2)\n",
    "plt.xticks(np.arange(3), ['2016年', '2017年', '2018年'])\n",
    "plt.xlabel('年份', fontsize=12)\n",
    "plt.ylabel('销售额总和', fontsize=12)\n",
    "plt.title('各类目市场内三年销售总额的变化趋势')\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc38fa8d",
   "metadata": {},
   "source": [
    ">> 直观的看，杀虫剂和蚊香液都有较大机会"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4afe955",
   "metadata": {},
   "source": [
    "## 各类目市场占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "67fb024f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>时间</th>\n",
       "      <th>2016-12-31</th>\n",
       "      <th>2017-12-31</th>\n",
       "      <th>2018-12-31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <td>0.662385</td>\n",
       "      <td>0.607343</td>\n",
       "      <td>0.646489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电蚊香套装</th>\n",
       "      <td>0.008352</td>\n",
       "      <td>0.006718</td>\n",
       "      <td>0.002578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <td>0.052129</td>\n",
       "      <td>0.061865</td>\n",
       "      <td>0.067092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香加热器</th>\n",
       "      <td>0.006433</td>\n",
       "      <td>0.007560</td>\n",
       "      <td>0.009566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香液</th>\n",
       "      <td>0.185726</td>\n",
       "      <td>0.236458</td>\n",
       "      <td>0.203514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香片</th>\n",
       "      <td>0.030481</td>\n",
       "      <td>0.035153</td>\n",
       "      <td>0.029456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>防霉防蛀片</th>\n",
       "      <td>0.054493</td>\n",
       "      <td>0.044903</td>\n",
       "      <td>0.041305</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "时间        2016-12-31  2017-12-31  2018-12-31\n",
       "灭鼠杀虫剂       0.662385    0.607343    0.646489\n",
       "电蚊香套装       0.008352    0.006718    0.002578\n",
       "盘香灭蟑香蚊香盘    0.052129    0.061865    0.067092\n",
       "蚊香加热器       0.006433    0.007560    0.009566\n",
       "蚊香液         0.185726    0.236458    0.203514\n",
       "蚊香片         0.030481    0.035153    0.029456\n",
       "防霉防蛀片       0.054493    0.044903    0.041305"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 求比例  \n",
    "year_df_prop = (year_df.T / year_df.sum(axis=1).T)\n",
    "year_df_prop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "5c4b9f6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用面积图\n",
    "plt.figure(figsize=(6, 4), dpi=120)\n",
    "year_df_prop.T.plot(kind='area')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "c9cd54bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2250x750 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用饼图来展示\n",
    "# 三年画三张饼图\n",
    "figure = plt.figure(figsize=(15, 5), dpi=150)\n",
    "loc = 1\n",
    "for year in year_df_prop.columns:\n",
    "    plt.subplot(1, 3, loc)\n",
    "    plt.pie(year_df_prop[year].values, labels=year_df_prop.index, autopct='%.2f%%')\n",
    "    plt.xlabel(f'{year.year}年')\n",
    "    plt.axis('equal') # 等宽，调圆\n",
    "    loc += 1\n",
    "figure.suptitle('细分市场近三年各市场占比', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "1b5bd323",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 堆叠图\n",
    "# year_df_prop.T.plot(kind='bar', stacked=True)\n",
    "last_data = None\n",
    "plt.figure(figsize=(6, 4), dpi=120)\n",
    "for i in range(year_df_prop.shape[0]):\n",
    "    data = year_df_prop.iloc[i]\n",
    "    plt.bar(np.arange(3), data, bottom=last_data, label=data.name)\n",
    "    last_data = data\n",
    "plt.legend(loc=[1, 0.55])\n",
    "plt.xticks(np.arange(3), [2016, 2017, 2018])\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('占比')\n",
    "plt.title('细分市场近三年各市场占比', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb749e9c",
   "metadata": {},
   "source": [
    ">> 灭鼠杀虫剂和蚊香液可以进一步扩展，需要与甲方业务人员进一步沟通\n",
    ">> 假设沟通之和我们关注的重点是灭鼠杀虫剂"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eda7a0bb",
   "metadata": {},
   "source": [
    "## 各市场的年增幅"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "9e5354d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_list = []\n",
    "for i in range(1, 3):\n",
    "    last_year = year_df.iloc[i-1]\n",
    "    year = year_df.iloc[i]\n",
    "    data = (year - last_year) / last_year\n",
    "    df_list.append(DataFrame(data))\n",
    "df_acc = pd.concat(df_list, axis=1)\n",
    "df_acc.columns = ['16-17年增幅', '17-18年增幅']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "83418f3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>16-17年增幅</th>\n",
       "      <th>17-18年增幅</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>灭鼠杀虫剂</th>\n",
       "      <td>0.394257</td>\n",
       "      <td>0.342213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电蚊香套装</th>\n",
       "      <td>0.223171</td>\n",
       "      <td>-0.516111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>盘香灭蟑香蚊香盘</th>\n",
       "      <td>0.804603</td>\n",
       "      <td>0.367471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香加热器</th>\n",
       "      <td>0.787041</td>\n",
       "      <td>0.595468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香液</th>\n",
       "      <td>0.935976</td>\n",
       "      <td>0.085262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蚊香片</th>\n",
       "      <td>0.753650</td>\n",
       "      <td>0.056601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>防霉防蛀片</th>\n",
       "      <td>0.253000</td>\n",
       "      <td>0.159903</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          16-17年增幅  17-18年增幅\n",
       "灭鼠杀虫剂     0.394257  0.342213\n",
       "电蚊香套装     0.223171 -0.516111\n",
       "盘香灭蟑香蚊香盘  0.804603  0.367471\n",
       "蚊香加热器     0.787041  0.595468\n",
       "蚊香液       0.935976  0.085262\n",
       "蚊香片       0.753650  0.056601\n",
       "防霉防蛀片     0.253000  0.159903"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "443883f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4), dpi=120)\n",
    "for i in range(df_acc.shape[0]):\n",
    "    data = df_acc.iloc[i]\n",
    "    plt.plot(data, label=data.name, marker='*')\n",
    "    plt.legend()\n",
    "\n",
    "plt.grid(axis='y', ls='--', alpha=0.5)\n",
    "plt.title('16-17，17-18的增幅')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "1b108c3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>品牌</th>\n",
       "      <th>行业排名</th>\n",
       "      <th>交易指数</th>\n",
       "      <th>交易增长幅度</th>\n",
       "      <th>支付转化指数</th>\n",
       "      <th>操作</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PREMISE/拜灭士</td>\n",
       "      <td>1</td>\n",
       "      <td>530344</td>\n",
       "      <td>-0.3235</td>\n",
       "      <td>1521</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>科凌虫控</td>\n",
       "      <td>2</td>\n",
       "      <td>474937</td>\n",
       "      <td>-0.1910</td>\n",
       "      <td>1581</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARS/安速</td>\n",
       "      <td>3</td>\n",
       "      <td>402372</td>\n",
       "      <td>-0.2682</td>\n",
       "      <td>1448</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>思乐智</td>\n",
       "      <td>4</td>\n",
       "      <td>360780</td>\n",
       "      <td>0.2056</td>\n",
       "      <td>841</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>希诺</td>\n",
       "      <td>5</td>\n",
       "      <td>346656</td>\n",
       "      <td>-0.1085</td>\n",
       "      <td>1865</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>BK/帮科</td>\n",
       "      <td>96</td>\n",
       "      <td>67812</td>\n",
       "      <td>-0.5008</td>\n",
       "      <td>1134</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>博尔康</td>\n",
       "      <td>97</td>\n",
       "      <td>66180</td>\n",
       "      <td>-0.2571</td>\n",
       "      <td>792</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>无比滴</td>\n",
       "      <td>98</td>\n",
       "      <td>65779</td>\n",
       "      <td>-0.6264</td>\n",
       "      <td>959</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>厚生</td>\n",
       "      <td>99</td>\n",
       "      <td>65520</td>\n",
       "      <td>-0.4708</td>\n",
       "      <td>1600</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>百户喜</td>\n",
       "      <td>100</td>\n",
       "      <td>65194</td>\n",
       "      <td>-0.0187</td>\n",
       "      <td>822</td>\n",
       "      <td>趋势分析</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             品牌  行业排名    交易指数  交易增长幅度  支付转化指数    操作\n",
       "0   PREMISE/拜灭士     1  530344 -0.3235    1521  趋势分析\n",
       "1          科凌虫控     2  474937 -0.1910    1581  趋势分析\n",
       "2        ARS/安速     3  402372 -0.2682    1448  趋势分析\n",
       "3           思乐智     4  360780  0.2056     841  趋势分析\n",
       "4            希诺     5  346656 -0.1085    1865  趋势分析\n",
       "..          ...   ...     ...     ...     ...   ...\n",
       "95        BK/帮科    96   67812 -0.5008    1134  趋势分析\n",
       "96          博尔康    97   66180 -0.2571     792  趋势分析\n",
       "97          无比滴    98   65779 -0.6264     959  趋势分析\n",
       "98           厚生    99   65520 -0.4708    1600  趋势分析\n",
       "99          百户喜   100   65194 -0.0187     822  趋势分析\n",
       "\n",
       "[100 rows x 6 columns]"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_100 = pd.read_excel('data/驱虫剂市场/top100品牌数据.xlsx')\n",
    "top_100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "4c0e7cf3",
   "metadata": {},
   "outputs": [],
   "source": [
    "prop = top_100.交易指数 / top_100.交易指数.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "25badbc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "top_100['prop'] = prop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "98d7f1d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>品牌</th>\n",
       "      <th>行业排名</th>\n",
       "      <th>交易指数</th>\n",
       "      <th>交易增长幅度</th>\n",
       "      <th>支付转化指数</th>\n",
       "      <th>操作</th>\n",
       "      <th>prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PREMISE/拜灭士</td>\n",
       "      <td>1</td>\n",
       "      <td>530344</td>\n",
       "      <td>-0.3235</td>\n",
       "      <td>1521</td>\n",
       "      <td>趋势分析</td>\n",
       "      <td>0.035998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>科凌虫控</td>\n",
       "      <td>2</td>\n",
       "      <td>474937</td>\n",
       "      <td>-0.1910</td>\n",
       "      <td>1581</td>\n",
       "      <td>趋势分析</td>\n",
       "      <td>0.032237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARS/安速</td>\n",
       "      <td>3</td>\n",
       "      <td>402372</td>\n",
       "      <td>-0.2682</td>\n",
       "      <td>1448</td>\n",
       "      <td>趋势分析</td>\n",
       "      <td>0.027311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>思乐智</td>\n",
       "      <td>4</td>\n",
       "      <td>360780</td>\n",
       "      <td>0.2056</td>\n",
       "      <td>841</td>\n",
       "      <td>趋势分析</td>\n",
       "      <td>0.024488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>希诺</td>\n",
       "      <td>5</td>\n",
       "      <td>346656</td>\n",
       "      <td>-0.1085</td>\n",
       "      <td>1865</td>\n",
       "      <td>趋势分析</td>\n",
       "      <td>0.023530</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            品牌  行业排名    交易指数  交易增长幅度  支付转化指数    操作      prop\n",
       "0  PREMISE/拜灭士     1  530344 -0.3235    1521  趋势分析  0.035998\n",
       "1         科凌虫控     2  474937 -0.1910    1581  趋势分析  0.032237\n",
       "2       ARS/安速     3  402372 -0.2682    1448  趋势分析  0.027311\n",
       "3          思乐智     4  360780  0.2056     841  趋势分析  0.024488\n",
       "4           希诺     5  346656 -0.1085    1865  趋势分析  0.023530"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_100.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c9faeaf",
   "metadata": {},
   "source": [
    "## HHI指数评价\n",
    "+ [1/N,‘高度竞争行业’,0.01],\n",
    "+ (0.01,‘不集中的行业’,0.15],\n",
    "+ (0.15,‘中等集中’,0.25] \n",
    "+ (0.25,‘高度集中’,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "023145e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HHI指数：0.014\n"
     ]
    }
   ],
   "source": [
    "HHI = (top_100.prop ** 2).sum()\n",
    "print(f'HHI指数：{HHI:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abc1c521",
   "metadata": {},
   "source": [
    ">> 通过这个指数可以看出垄断程度，根据取值可以看出该市场不存在垄断情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "f24ebf76",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['类别', '时间', '页码', '排名', '链接', '主图链接', '主图视频链接', '宝贝标题', '宝贝ID',\n",
       "       '销量（人数）', '售价', '预估销售额', '运费', '评价人数', '收藏人数', '下架时间', '类目', '地域', '旺旺',\n",
       "       '店铺类型', '信誉', 'DSR_物流分', 'DSR_物流行业对比', 'DSR_描述分', 'DSR_描述行业对比',\n",
       "       'DSR_服务分', 'DSR_服务行业对比', '适用对象', '品牌', '型号', '净含量', '包装体积', '物理形态',\n",
       "       '毛重', '产地', '省份', '地市', '产品名称', '药品登记号', '材质', 'Unnamed: 40', '电猫',\n",
       "       '电子捕鼠器', '产品材质', '使用对象', '用途', '规格', '智捕型号', '电池容量', '供电电压', '产品尺寸',\n",
       "       '包装尺寸', '功能', '颜色分类', '产品', '牙刷规格', '是否量贩装', '材料', '重量', '洞口', '是否定制',\n",
       "       '长宽高', '三个装', '工艺', '白色双门', '白色单门', '数量', '捕鼠', '灭鼠', '适用范围', '香味',\n",
       "       '包装种类', '体积(ml)', '货号', '重量(g)', '适用空间', '产品PH值', '输出电流', '输出电压',\n",
       "       '输出功率', '机器智能功能', '双猫三用', '大号', '小号', '黑色特大号', '黄色特大号', '洞口尺寸', '样式',\n",
       "       '洞口内径尺寸'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbcb9a89",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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